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unbounded smoothness

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gradient clipping (2) recurrent neural network (2) federated learning (2) client subsampling (1) adam algorithm (1) momentum (1) oracle calls (1) stationary point (1) client participation (1) sequential data (1)

Papers

Algorithmic Foundation of Federated Learning with Sequential Data AAAI 2024 A Nearly Optimal Single Loop Algorithm for Stochastic Bilevel Optimization under Unbounded Smoothness ICML 2024 Federated Learning with Client Subsampling, Data Heterogeneity, and Unbounded Smoothness: A New Algorithm and Lower Bounds NeurIPS 2023 Robustness to Unbounded Smoothness of Generalized SignSGD NeurIPS 2022